{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pylab\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-07-01    0.891897\n",
       "2016-07-02   -0.538043\n",
       "2016-07-03    0.995883\n",
       "2016-07-04    0.850444\n",
       "2016-07-05    0.405497\n",
       "Freq: D, dtype: float64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 600 个随机数\n",
    "df = pd.Series(np.random.randn(600), index=pd.date_range('7/1/2016', freq='D', periods=600))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rolling [window=10,center=False,axis=0]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 从左往右，不居中\n",
    "r = df.rolling(window = 10)\n",
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016-07-01         NaN\n",
      "2016-07-02         NaN\n",
      "2016-07-03         NaN\n",
      "2016-07-04         NaN\n",
      "2016-07-05         NaN\n",
      "                ...   \n",
      "2018-02-16   -0.316673\n",
      "2018-02-17   -0.428481\n",
      "2018-02-18   -0.218099\n",
      "2018-02-19   -0.303112\n",
      "2018-02-20   -0.420632\n",
      "Freq: D, Length: 600, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# r.max 窗口的最大值\n",
    "# r.median 窗口的中位数\n",
    "# r.std 窗口的标准差\n",
    "# r.skew 窗口的倾斜度\n",
    "# r.sum 窗口的总和\n",
    "# r.var 窗口的标准差\n",
    "print(r.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x210678a7248>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "# r-- 红色虚线\n",
    "df.plot(style='r--')\n",
    "df.rolling(window=10).mean().plot(style='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
